Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 10:39:28 UTC · snapshot created 2026-10-03 10:40:04 UTC · last check 2026-10-03 11:05:10 UTC

D.5:1.0 - Problem

Bias, fairness, human-impact, causal-fairness, and ethical-assurance concerns can remain invisible after ordinary technical verification. The failure is to let the model, metric, policy, publication, method, work plan, system, or holon be treated as admissible for use while the audited EntityOfConcern, intended use, affected people or groups, evidence, mitigation, and residuals are not explicit.